{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 自相关性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "相关性一般是指两个变量之间是否具有某种关联，自相关性则指一个时间序列的两个不同时间点的变量是否相关联。时间序列具有自相关性是我们能够进行分析的前提，若时间序列的自相关性为0，也就是说各个时点的变量不相互关联，那么未来与现在和过去就没有联系，也就是说，根据过去推测未来毫无根据和意义。\n",
    "\n",
    "时间序列的自相关性一般用时间序列的自协方差函数（Autocovariance Function，AF）、自相关系数函数（Autocorrelation Coefficient Function, ACF）和偏自相关系数函数（Partial Autocorrelation Coefficient Function, PACF）等统计量来体现。序列的自相关性常常用来解释经济金融系统中经济行为在时间上的惯性，比如经济高涨时期，较高的经济增长率会持续一段时间，而在经济衰退期，较高的失业率也会持续一段时间；也可以用来解释经济活动的滞后效应，比如人们消费或者投资行为会受到习惯的影响，并不会由于收入增加或减少而立刻调整，而是呈现一定程度的自我相关。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 自协方差函数\n",
    "\n",
    "自协方差（Autocovariance,简称AF）是时间序列与其滞后项的协方差，假设X为随机变量（即随着时间变化取值随机的变量,比如股票价格），则k阶自协方差使用数学公式表示为：\n",
    "$$AF_k=E[(X_t-\\mu_t)(X_{t-k}-\\mu_{t-k})]=Cov(X_t,X_{t-k}),k=0,1,2,...$$\n",
    "其中，E表示求数学期望，$\\mu$是随机变量X的均值，当k=0时，可得$AF_0=E[(X_t-\\mu_t)^2]$,即为随机变量X的方差。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 自相关函数\n",
    "自协方差跟变量的单位有很大关系，比如X放大10倍，则自协方差将放大100倍，因此其值大小并不能反映相关性的大小。为了消除量纲（单位）的影响，使用自相关系数来刻画变量与其滞后项的相关性。自相关系数（Autocorrelation Coefficient，简称ACF）本质是相关系数，等于自协方差除以方差，k阶自相关系数数可以表示为：\n",
    "$$ACF_k=\\frac{Cov(X_t,X_{t-k})}{Var(X_t)}$$\n",
    "上过高中数学的都知道协方差和相关系数的含义，从统计上描述两个不同变量的相互影响关系（非因果），那么自协方差和自相关系数则是刻画同一个变量在不同时期取值的相关程度，比如描述上证综指过去价格对今天价格的影响。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 偏自相关函数\n",
    "\n",
    "假设对于上证综指价格序列（$P_t,P_{t-1},P_{t-2},...$）,一阶自相关系数大于0，说明今天的价格$P_t$与昨天的价格$P_{t-1}$相关，而昨天价格$P_{t-1}$又与前一日价格相关$P_{t-2}$，依次类推，可见当你计算$P_{t}$与$P_{t-1}$之间的自相关系数时，同时包含了更早之前所有各期的信息对今天的间接影响，度量的是过去所有信息加总的影响效果。为了剔除其他各期的影响，单纯考察过去某一单期对今天的影响，引入偏自相关函数（Partial Autocorrelation Coefficient，简称PACF），即条件自相关系数，使用数学公式表示为：\n",
    "$$PACF_k=Corr(X_t,X_{t-k}|X_{t-1},X_{t-2},...,X_{t-k+1})$$\n",
    "\n",
    "偏自相关函数可以通过自回归模型（后续关于时间序列建模会进一步分析）来表述和求解，用$Φ_{kj}$表示k阶自回归式中第j个回归系数，则k阶自回归模型表示为\n",
    "$$X_t=Φ_{k1}X_{t-1}+Φ_{k2}X_{t-2}+...+Φ_{kk}X_{t-k}+\\mu_t$$\n",
    "其中$Φ_{kk}$是最后一个系数。若把$Φ_{kk}$看作滞后期k的函数，则称$Φ_{kk}$，k = 1,2... 为偏自相关函数。\n",
    "\n",
    "自相关系数和偏自相关系数越大，说明过去对现在的影响越大。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python计算自相关和偏自相关系数\n",
    "\n",
    "Python的pandas库提供了计算基本统计量的函数，包括均值df.mean(),协方差df.cov(),相关系数df.corr(),方差df.var()（或标准差df.std()）等,其中df为数据列表；而自相关系数和偏自相关系数的计算则要用到statsmodels库（acf()和pacf()）。statsmodels这是一个很强大的统计数理模型库，在后面的时间序列分析与建模会进一步介绍相关函数及其运用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T08:40:20.922475Z",
     "start_time": "2019-08-09T08:40:20.704993Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "%matplotlib inline\n",
    "\n",
    "#正常显示画图时出现的中文和负号\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:42:33.440126Z",
     "start_time": "2019-08-09T09:42:32.124586Z"
    }
   },
   "outputs": [],
   "source": [
    "#获取数据，从tushare上获取沪深300指数为例\n",
    "import tushare as ts\n",
    "token='e0eeb08befd1f07516df2cbf9cbd58663f77fd72f92a04f290291c9d'\n",
    "pro=ts.pro_api(token)\n",
    "\n",
    "def get_data(code,n=250):\n",
    "    df=pro.index_daily(ts_code=code)\n",
    "    #将日期设置为索引\n",
    "    df.index=pd.to_datetime(df.trade_date)\n",
    "    #最近n日价格走势\n",
    "    df=df.sort_index()[-n:]\n",
    "    #只保留收盘价数据\n",
    "    del df.index.name\n",
    "    return df.close\n",
    "df=get_data('000300.SH')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:42:33.452035Z",
     "start_time": "2019-08-09T09:42:33.442059Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2018-08-01    3447.3882\n",
       "2018-08-02    3370.9579\n",
       "2018-08-03    3315.2839\n",
       "2018-08-06    3273.2728\n",
       "2018-08-07    3368.8695\n",
       "Name: close, dtype: float64"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 计算自相关和偏自相关系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:42:35.557758Z",
     "start_time": "2019-08-09T09:42:35.544785Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自相关系数为：[1.         0.98495933 0.97065693 0.957792   0.94108442 0.92629851];\n",
      "偏自相关系数为：[ 1.          0.98891499  0.02412783  0.05779393 -0.18202767  0.07504892]\n"
     ]
    }
   ],
   "source": [
    "import statsmodels.tsa.api as smt\n",
    "#tsa是Time Series analysis缩写\n",
    "#tsa的stattools（统计工具）提供了计算acf和pacf以及后面要用到的adfuller单位根检验函数\n",
    "#使用help(smt.stattools.acf)可以查看相关参数设置\n",
    "#计算自相关系数，这里设置滞后项为5期,默认是40期滞后\n",
    "acf=smt.stattools.acf(df,nlags=5)\n",
    "#计算偏自相关系数\n",
    "pacf=smt.stattools.pacf(df,nlags=5)\n",
    "print(f'自相关系数为：{acf};\\n偏自相关系数为：{pacf}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自相关系数和偏自相关系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:42:37.826684Z",
     "start_time": "2019-08-09T09:42:37.816711Z"
    }
   },
   "outputs": [],
   "source": [
    "def acf_pacf_plot(data, lags=None):\n",
    "    #判断是否为pandas的Series格式数据\n",
    "    if not isinstance(data, pd.Series):   \n",
    "        data = pd.Series(data)\n",
    "    #设定画面风格，这里设置为'bmh', colspan=2\n",
    "    with plt.style.context('bmh'):    \n",
    "        fig = plt.figure(figsize=(10, 8))\n",
    "        #设置子图\n",
    "        layout = (3,1)\n",
    "        ts_ax = plt.subplot2grid(layout, (0, 0))\n",
    "        acf_ax = plt.subplot2grid(layout, (1, 0))\n",
    "        pacf_ax = plt.subplot2grid(layout, (2, 0))\n",
    "        data.plot(ax=ts_ax)\n",
    "        ts_ax.set_title('时间序列图')\n",
    "        smt.graphics.plot_acf(data, lags=lags, ax=acf_ax, alpha=0.5)\n",
    "        acf_ax.set_title('自相关系数')\n",
    "        smt.graphics.plot_pacf(data, lags=lags, ax=pacf_ax, alpha=0.5)\n",
    "        pacf_ax.set_title('偏自相关系数')\n",
    "        plt.tight_layout()\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:42:39.448902Z",
     "start_time": "2019-08-09T09:42:38.799644Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#设置20阶滞后期\n",
    "acf_pacf_plot(df,lags=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 平稳性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "时间序列分析的主要目的是利用事物特征变量的历史和现状来推测未来可能出现的状况，即假设时间序列的基本特性必须能从过去维持到我们推测的时期，否则，基于历史和现状来预测未来将变得不可靠。时间序列的平稳性，简单理解是时间序列的基本特性维持不变，换句话说，所谓平稳性就是要求由样本时间序列所得到的曲线在未来的一段时期内仍能沿着现有的形态持续下去。金融领域很多变量之所以难以估计，是因为这些变量经常发生突变，不是平稳的时间序列。\n",
    "\n",
    "时间序列的平稳性是经典时间序列分析的基本假设前提，只有基于平稳的时间序列进行的预测才是有效的。\n",
    "\n",
    "平稳性有强平稳和若平稳之分，一般所说的平稳时间序列指的是若平稳时间序列。\n",
    "\n",
    "## 强平稳（Strictly Stationary）\n",
    "对于任意整数$\\tau$，联合分布$F_X(X_{t_1},..,X_{t_n})与F_X(X_{t_1+\\tau},...,X_{t_n+\\tau})$均相同，则时间序列${X_t}$是强平稳的。强平稳是一个很强的条件，要求该时间序列的任何统计性质都不会随着时间发生变化。强平稳由于条件苛刻，理论和实证上都难以检验，因此现实中几乎无法运用。\n",
    "\n",
    "## 弱平稳（Weakly Stationary）\n",
    "弱平稳放宽了平稳性条件，只要求低阶矩平稳，即数学期望（均值）和方差不随时间和位置变化。\n",
    "弱平稳过程的条件是：（1）均值函数在所有时间上恒为常数；（2）存在二阶矩；（3）对于所有时间t和和时滞k，自协方差相同。\n",
    "\n",
    "值得注意的是，强平稳和弱平稳时间序列二者并没有包含关系。换句话说，强平稳时间序列不一定是弱平稳的，因为强平稳过程不一定存在二阶距（即$E(X_t^2)$可能无穷大）；弱平稳时间序列也不一定是强平稳过程，因为弱平稳只能保证一阶矩和二阶距不随时间变化，但不能保证其有穷维分布不随时间变化。弱平稳的正态分布时间序列必定是强平稳的。因为正态分布的概率密度是由均值函数和自相关函数完全确定的，即如果均值函数和自相关函数不随时间变化，则概率密度函数也不随时间变化。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如何判断时间序列的平稳性\n",
    "\n",
    "- 观察时间序列图的形状来初步判断其平稳性\n",
    " 根据弱平稳的定义，时间序列的均值和方差为常数，因此其时序图应该围绕某一水平线上下以大致相同的幅度波动。如果该时序图存在明显递增、递减或周期性波动，则该时间序列很可能是不平稳的。\n",
    " \n",
    " \n",
    "- 观察序列的自相关和偏自相关函数图\n",
    "对于平稳时间序列而言，其自相关或偏自相关系数一般会快速减小至0附件或者在某一阶后变为0，而非平稳的时间序列的自相关系数一般是缓慢下降而不是快速减小。\n",
    "\n",
    "\n",
    "- 单位根检验\n",
    "通过观察时序图、自相关和偏自相关图来判断时间序列平稳性，可能出现因观察者对图形的判断不同而得出不同的结论，为了更加客观的考察时间序列的平稳性，引入统计检验方法，即单位根检验。常见的单位根检验方法有DF检验（Dickey-Fuller Test）、ADF检验（AuGMENTED Dickey-Fuller Test）和PP检验（Phillips-Perron Test）。本文重点是介绍Python在时间序列的应用，因此关于单位根检验和DF、ADF、PP检验的公式原理此处不详细展开，可参考本科计量经济学教材的时间序列分析部分。Python的statsmodels库中的tsa（时间序列）工具包（stattools）提供了这些相关检验函数，后面再进一步展开分析。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 白噪声和随机游走\n",
    "\n",
    "## 基本概念\n",
    "白噪声过程也叫纯随机序列，是指随机过程在任意时点t的变量$X_t$的均值和协方差均为0，而方差为一常数，即满足下面的数学条件：\n",
    "$$均值：E(X_t)=0, 方差：Var(X_t)=\\sigma^2,协方差：ACF_k=0,k>0$$\n",
    "白噪声序列的均值和方差为常数，间隔大于0的自协方差都恒等于0，因此是平稳的时间序列。如果白噪声过程中各变量独立并且都服从正态分布，则该序列为高斯白噪声过程（Gussian White Noise）。高斯白噪声序列是强平稳的时间序列，并且各期之间不仅不相关还相互独立。\n",
    "\n",
    "如果一个时间序列满足高斯白噪音过程，则无法根据过去信息来预测未来。\n",
    "\n",
    "比如非平稳时间序列：$$x_t=x_{t-1}+\\varepsilon_t，其中，x_0=0，\\varepsilon_t \\sim N(0, \\sigma_\\epsilon^2)$$\n",
    "这里的随机扰动项${\\varepsilon_t}$是服从正态分布的纯随机序列，$x_t可以改写成x_t=\\sum_{i=1}^t\\varepsilon_i$,即为纯随机变量的加总，所以被成为随机游走过程（Random Walk）。\n",
    "\n",
    "根据有效市场假说原理，股票价格是随机游走的，因此是无法被预测的。\n",
    "\n",
    "## 白噪声检验（Ljung-Box检验）\n",
    "\n",
    "如果一个时间序列是纯随机游走的，意味着它的每一次新的变化都无迹可寻，无法从中捕捉对预测有用的信息。换句话说，纯随机时间序列是没有分析和预测的价值的。那么如何检验和判断一个时间序列是否为纯随机序列呢？一般可用Ljung-Box检验方法（简称LB检验）进行统计检验，检验的统计量为Q统计量：  \n",
    "$$Q(m)=n(n+2)\\sum_{k=1}^m\\frac{\\rho_k^2}{n-k}\\sim X_m^2$$\n",
    "\n",
    "其中，$\\rho_k^2$是序列的k阶自相关系数，n是整个序列中的观测值个数，m是滞后阶数。当序列存在自相关时，其自相关系数较大，对应的$Q(m)$也较大，相反，当序列为随机序列、无自相关时，序列的自相关系数不会显著地异于0，则$Q(m)$会很小。检验一个时间序列在m阶内是否为白噪声，只有当$Q(1),Q(2),...,Q(m)$m个Q统计量均小于对应的$X^2$分布的临界值时，才能说明该序列在所检验的m阶内是纯随机的。在实际应用中，LB检验的原假设为所检验序列是纯随机序列，当LB检验统计量对应的p值大于所设定的显著性水平（如5%，1%，0.5%等）时，接受原假设，认为所检验序列为白噪声序列，反之拒绝原假设，认为序列是非白噪声序列。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python模拟白噪音和平稳性检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:55:46.682900Z",
     "start_time": "2019-08-09T09:55:46.667940Z"
    }
   },
   "outputs": [],
   "source": [
    "#引入statsmodels和scipy.stats用于画QQ和PP图\n",
    "import scipy.stats as scs\n",
    "import statsmodels.api as sm\n",
    "def ts_plot(data, lags=None):\n",
    "    if not isinstance(data, pd.Series):   \n",
    "        data = pd.Series(data)\n",
    "    with plt.style.context('bmh'):    \n",
    "        fig = plt.figure(figsize=(10, 8))\n",
    "        layout = (3, 2)\n",
    "        ts_ax = plt.subplot2grid(layout, (0, 0), colspan=2)\n",
    "        acf_ax = plt.subplot2grid(layout, (1, 0))\n",
    "        pacf_ax = plt.subplot2grid(layout, (1, 1))\n",
    "        qq_ax = plt.subplot2grid(layout, (2, 0))\n",
    "        pp_ax = plt.subplot2grid(layout, (2, 1))\n",
    "\n",
    "        data.plot(ax=ts_ax)\n",
    "        ts_ax.set_title('时间序列图')\n",
    "        smt.graphics.plot_acf(data, lags=lags, ax=acf_ax, alpha=0.5)\n",
    "        acf_ax.set_title('自相关系数')\n",
    "        smt.graphics.plot_pacf(data, lags=lags, ax=pacf_ax, alpha=0.5)\n",
    "        pacf_ax.set_title('偏自相关系数')\n",
    "        sm.qqplot(data, line='s', ax=qq_ax)\n",
    "        qq_ax.set_title('QQ 图')        \n",
    "        scs.probplot(data, sparams=(data.mean(), data.std()), plot=pp_ax)\n",
    "        pp_ax.set_title('PP 图') \n",
    "        plt.tight_layout()\n",
    "    return\n",
    "#Q-Q图的结果与P-P图非常相似，只是P-P图是用分布的累计比，而Q-Q图用的是分布的分位数来做检验\n",
    "#和P-P图一样，如果数据为正态分布，则在Q-Q正态分布图中，数据点应基本在图中对角线上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:57:28.728018Z",
     "start_time": "2019-08-09T09:57:27.790527Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#使用numpy简单模拟白噪声过程\n",
    "np.random.seed(1)\n",
    "# plot of discrete white noise\n",
    "randser = np.random.normal(size=500)\n",
    "ts_plot(randser, lags=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到过程是随机且在0附近波动。ACF和PACF显示没有明显的序列相关。要记住，由于是正态分布采样的结果，我们应该在自相关图中看到大约5％的显著性。最下面，QQ图和概率图是比较数据的概率分布和其他理论的分布。在这里，理论分布是标准正态分布，因此我们的数据是正态分布，符合高斯白噪声。 随机游走：随机游走是时间序列 𝑥𝑡  的模型： 𝑥𝑡=𝑥𝑡−1+𝑤𝑡，𝑤𝑡 是离散的白噪声序列。 随机游走是不平稳的，因为协方差是和时间相关的。如果我们建模的时间序列是随机游走的，那么它是不可预测的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:58:43.748078Z",
     "start_time": "2019-08-09T09:58:42.702833Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#从标准正态分布采样模拟一个随机游走\n",
    "np.random.seed(2)\n",
    "n_samples = 1000\n",
    "x = w = np.random.normal(size=n_samples)\n",
    "for t in range(1,n_samples):   #应该从1开始，但影响不大，x[-1]也有值\n",
    "    x[t] = x[t-1] + w[t]\n",
    "ts_plot(x, lags=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "明显看出序列是不平稳的。让我们看看随机游走对我们的模拟数据是否很好的拟合。回忆随机游走模型是 𝑥𝑡=𝑥𝑡−1+𝑤𝑡。移项可以得到𝑥𝑡−𝑥𝑡−1=𝑤𝑡 。因此，随机游走的一阶差分应该等于白噪声。我们可以对时间序列使用 np.diff() 函数看它是否成立。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T09:59:38.256589Z",
     "start_time": "2019-08-09T09:59:37.421824Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First difference of simulated Random Walk series\n",
    "ts_plot(np.diff(x), lags=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-08-09T10:00:02.770985Z",
     "start_time": "2019-08-09T10:00:01.964147Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#确实是白噪声过程！假如我们用随机游走拟合沪深300价格的一阶差分会如何？\n",
    "ts_plot(np.diff(df),lags=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "非常像白噪声！但是看QQ图和概率图。这个过程很像标准正态分布但是有厚尾。在ACF和PACF图上有一些重要的序列相关性，在2，4？6？,..,lags。这意味着应该有更好的模型去描述真实的价格变化过程。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参考文献：\n",
    "[Time Series Analysis (TSA) in Python - Linear Models to GARCH](http://www.blackarbs.com/blog/time-series-analysis-in-python-linear-models-to-garch/11/1/2016#WNandRW=)\n",
    "\n",
    "《量化投资以Python为工具》"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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